Time Series Analysis

Time Series Analysis is a statistical technique used to analyze and model time-based data. It is used in various fields such as finance, economics, and engineering to analyze patterns and trends in data over time. The goal of time series analysis is to identify the underlying patterns, trends, and seasonality in the data, and to use this information to make informed predictions about future values.

( Image credit: Autoregressive CNNs for Asynchronous Time Series )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2621–2630 of 6748 papers

Title	Date	Tasks	Status
Asymmetric Distributions from Constrained Mixtures	Mar 22, 2015	Time SeriesTime Series Analysis	—Unverified
Cross-Dimensional Self-Attention for Multivariate, Geo-tagged Time Series Imputation	Jan 1, 2020	ImputationMachine Translation	—Unverified
Cross-border Commodity Pricing Strategy Optimization via Mixed Neural Network for Time Series Analysis	Aug 22, 2024	Time SeriesTime Series Analysis	—Unverified
A symbolic information approach to characterize response-related differences in cortical activity during a Go/No-Go task	Jan 22, 2021	Time SeriesTime Series Analysis	—Unverified
Analysis of chaotic dynamical systems with autoencoders	Sep 22, 2021	Time SeriesTime Series Analysis	—Unverified
Crop Yield Prediction Integrating Genotype and Weather Variables Using Deep Learning	Jun 24, 2020	Crop Yield PredictionExplainable Models	—Unverified
Crop Type Identification for Smallholding Farms: Analyzing Spatial, Temporal and Spectral Resolutions in Satellite Imagery	May 6, 2022	Time SeriesTime Series Analysis	—Unverified
A Survey: Time Travel in Deep Learning Space: An Introduction to Deep Learning Models and How Deep Learning Models Evolved from the Initial Ideas	Oct 16, 2015	Deep LearningTime Series	—Unverified
A Survey on Time-Series Distance Measures	Dec 29, 2024	Anomaly DetectionSurvey	—Unverified
Analysis of Brain States from Multi-Region LFP Time-Series	Dec 1, 2014	Gaussian ProcessesTime Series	—Unverified

Show:10 25 50

← PrevPage 263 of 675Next →

All datasets PhysioNet Challenge 2012 Speech Commands Ventilator Pressure Prediction

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	naive classifier	F1	87.47	—	Unverified
2	GRU-D - APC (n = 1)	F1	27.3	—	Unverified
3	GRU-APC (n = 1)	F1	25.7	—	Unverified
4	GRU-D	F1	22.5	—	Unverified
5	GRU	F1	22.3	—	Unverified
6	GRU-Simple	F1	22.2	—	Unverified
7	GRU-Mean	F1	22.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SepTr	% Test Accuracy	98.51	—	Unverified
2	ViT	% Test Accuracy	98.11	—	Unverified
3	FlexTCN-4	% Test Accuracy	97.73	—	Unverified
4	MatchboxNet	% Test Accuracy	97.4	—	Unverified
5	CKCNN (100k)	% Test Accuracy	95.27	—	Unverified
6	FlexTCN-6	% Test Accuracy (Raw Data)	91.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResBiLSTM	MAE	0.13	—	Unverified